Aneuploidy prediction model based on KindEMR data from fresh IVF in autologous eggs, using age at retrieval and other factors

source("load_data.R")

library(ggtext)
library(patchwork)
kb_theme_set()

Functions from other published aneuploidy prediction models:

Franasiak et al. 2014: Percent aneuploid = 1,965 − 278.9 * Age + 16.41 * (Age)^2 − 0.4922 * (Age)^3 + 0.007451 * (Age)^4 − 0.000044692 * (Age)^5

McCoy et al. 2015 (Natera data): Log-odds aneuploid = 4.846 - 0.416 * Maternal age + 0.00755 * (Maternal age)^2


franasiak_aneuploidy <- function(age) {
  percent_value <- 1965 -
                   278.9 * age +
                   16.41 * (age^2) -
                   0.4922 * (age^3) +
                   0.007451 * (age^4) -
                   0.000044692 * (age^5)
  return(percent_value / 100) # Convert to proportion (0-1 scale)
}

natera_aneuploidy <- function(age) {
  log_odds_value <- 4.846 - 0.416 * age + 0.00755 * (age^2)
  return(exp(log_odds_value) / (1 + exp(log_odds_value))) # Convert log-odds to probability
}

Predict aneuploidy rate based on patient age at retrieval

kb %>% 
  filter(is.na(pgta_euploid) | is.na(pgta_aneuploid)) %>% view

rates_by_age <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_aneuploid)) %>%
  group_by(patient_age_year_at_retrieval) %>%
  summarise(
    pgta_euploid_rate = mean(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_euploid_total = sum(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_aneuploid_rate = mean(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_total = sum(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_segmental_rate = mean(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_aneuploid_segmental_total = sum(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_triploid_rate = mean(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_triploid_total = sum(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_mosaic_rate = mean(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_total = sum(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_rate = mean(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_total = sum(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_segmental_rate = mean(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_segmental_total = sum(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_low_rate = mean(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_low_total = sum(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_high_rate = mean(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_mosaic_high_total = sum(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_no_dna_detected_rate = mean(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_dna_detected_total = sum(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_result_rate = mean(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_no_result_total = sum(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_clinical_results_undetermined_rate = mean(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_clinical_results_undetermined_total = sum(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_inconclusive_rate = mean(as.numeric(pgta_inconclusive), na.rm = TRUE),
    pgta_inconclusive_total = sum(as.numeric(pgta_inconclusive), na.rm = TRUE),
    n = n()
  )

# total n
rates_by_age_n <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_aneuploid)) %>%
  summarize(
    n = n(),
    distinct_attempts = n_distinct(attempt_id),
    distinct_patients = n_distinct(patient_id)
  )

No apparent effect of biopsy day or patient age on no call rate

---
title: 'KindLabs Model: KindEMR Data Only'
output:
  html_notebook: default
---

Aneuploidy prediction model based on KindEMR data from fresh IVF in autologous eggs, using age at retrieval and other factors

```{r}
source("load_data.R")

library(ggtext)
library(patchwork)
kb_theme_set()
```

Functions from other published aneuploidy prediction models:

Franasiak et al. 2014: Percent aneuploid = 1,965 − 278.9 \* Age + 16.41 \* (Age)\^2 − 0.4922 \* (Age)\^3 + 0.007451 \* (Age)\^4 − 0.000044692 \* (Age)\^5

McCoy et al. 2015 (Natera data): Log-odds aneuploid = 4.846 - 0.416 \* Maternal age + 0.00755 \* (Maternal age)\^2

```{r}

franasiak_aneuploidy <- function(age) {
  percent_value <- 1965 -
                   278.9 * age +
                   16.41 * (age^2) -
                   0.4922 * (age^3) +
                   0.007451 * (age^4) -
                   0.000044692 * (age^5)
  return(percent_value / 100) # Convert to proportion (0-1 scale)
}

natera_aneuploidy <- function(age) {
  log_odds_value <- 4.846 - 0.416 * age + 0.00755 * (age^2)
  return(exp(log_odds_value) / (1 + exp(log_odds_value))) # Convert log-odds to probability
}

```

Predict aneuploidy rate based on patient age at retrieval

```{r}
kb %>% 
  filter(is.na(pgta_euploid) | is.na(pgta_aneuploid)) %>% view

rates_by_age <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_aneuploid)) %>%
  group_by(patient_age_year_at_retrieval) %>%
  summarise(
    pgta_euploid_rate = mean(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_euploid_total = sum(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_aneuploid_rate = mean(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_total = sum(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_segmental_rate = mean(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_aneuploid_segmental_total = sum(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_triploid_rate = mean(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_triploid_total = sum(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_mosaic_rate = mean(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_total = sum(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_rate = mean(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_total = sum(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_segmental_rate = mean(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_segmental_total = sum(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_low_rate = mean(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_low_total = sum(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_high_rate = mean(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_mosaic_high_total = sum(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_no_dna_detected_rate = mean(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_dna_detected_total = sum(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_result_rate = mean(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_no_result_total = sum(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_clinical_results_undetermined_rate = mean(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_clinical_results_undetermined_total = sum(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_inconclusive_rate = mean(as.numeric(pgta_inconclusive), na.rm = TRUE),
    pgta_inconclusive_total = sum(as.numeric(pgta_inconclusive), na.rm = TRUE),
    n = n()
  )

# total n
rates_by_age_n <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_aneuploid)) %>%
  summarize(
    n = n(),
    distinct_attempts = n_distinct(attempt_id),
    distinct_patients = n_distinct(patient_id)
  )

```

```{r}
g1 <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    # 5th order polynomial fit
    formula = y ~ poly(x, 5, raw = TRUE), # raw = TRUE for polynomial fit
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "",
    caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                         rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                         rates_by_age_n$distinct_patients, " patients"))

add_kb_logo(g1)
```

```{r}
g1_n <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    # 5th order polynomial fit
    formula = y ~ poly(x, 5, raw = TRUE), # raw = TRUE for polynomial fit
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(aes(size = n), alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "",
    size = "Biopsies",
    caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                         rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                         rates_by_age_n$distinct_patients, " patients"))

  
# (g1 + annotate(
#     "text",
#     x = 40,
#     y = 0.5,
#     label = "2nd degree polynomial fit",
#     color = "darkgoldenrod",
#     size = 3,
#     hjust = 0
#   ) )

add_kb_logo(g1_n)
```

```{r}
g1_bad_polynomial <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  geom_smooth (
    method = "lm",
    # 5th order polynomial fit
    formula = y ~ poly(x, 5, raw = TRUE), # raw = TRUE for polynomial fit
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "") +
  annotate(
    "text",
    x = 42, 
    y = 0.5, 
    label = "Linear regression\n5th-order polynomial fit",
    color = "darkgoldenrod",
    size = 3
  )

add_kb_logo(g1_bad_polynomial)
```
```{r}
# function to fit polynomial of n degree and make same graph above
fit_polynomial <- function(data, degree = 5, caption_text = "5th degree polynomial") {
  data %>%
    ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
    geom_smooth(
      method = "lm",
      formula = y ~ poly(x, degree, raw = TRUE),
      se = FALSE,
      color = "#F9E168"
    ) +
    geom_point(alpha = 0.6, color = "#353148") +
    scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
    scale_x_continuous(breaks = scales::pretty_breaks()) +
    labs(
      x = "",
      y = "",
      subtitle = caption_text
    )
}
```

```{r}
# 5 ggplots together for each polynomial order from 1 to 5
combined_polynomial_plots <- patchwork::wrap_plots(
  fit_polynomial(rates_by_age,1, "1st degree polynomial (line)"),
  fit_polynomial(rates_by_age,2, "2nd degree polynomial (parabola)"),
  fit_polynomial(rates_by_age,3, "3rd degree polynomial (cubic)"),
  fit_polynomial(rates_by_age,4, "4th degree polynomial"),
  fit_polynomial(rates_by_age,5, "5th degree polynomial")
  ) + 
  # plot_layout(ncol = 3) +
  plot_annotation(
    labs(
      subtitle = "KindLabs Aneuploidy Rate by Age with Polynomial Fits of Varying Degree",
    )
  )
# ggsave("figures/combined_polynomial_plots.png", combined_polynomial_plots, width = 6, height = 4, dpi = 300)  
#ggsave to clipboard
combined_polynomial_plots



```

```{r}
g1_splines <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  # geom_smooth(method = "glm", method.args=list(family="binomial", formula = cbind(se = TRUE, level = 0.95, color = "#F9E168", fill = "#F3E7DA") +
  #                                                
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, 8), # 5 knots
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  annotate(
    "text",
    x = 40, 
    y = .5, 
    label = "logistic regression w/\ncubic splines fit, 5 knots",
    color = "darkgoldenrod",
    size = 3,
    hjust = 0
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "")
 
g1_splines <- g1_splines + labs(caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                                     rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                                     rates_by_age_n$distinct_patients, " patients"))

add_kb_logo(g1_splines)
```

```{r}
g2 <- g1 +
  stat_function(
    fun = franasiak_aneuploidy, 
    color = "red", 
    linewidth = 1  # 'size' is an older argument, 'linewidth' is preferred for lines
  ) +
  annotate(
      "text",
      x = 25, 
      y = 0.5, 
      label = "Franasiak et al. 2014\npolynomial fit",
      color = "red",
      size = 3
  ) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = ""
    ) +
  annotate(
    "text",
    x = 40,
    y = 0.5,
    label = "Logistic regression\n5th degree polynomial fit",
    color = "darkgoldenrod",
    size = 3,
    hjust = 0
  )
  

add_kb_logo(g2)
```
```{r}
g3 <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    # 2nd order polynomial fit
    formula = y ~ poly(x, 2, raw = TRUE), # raw = TRUE for polynomial fit
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "",
    caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                         rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                         rates_by_age_n$distinct_patients, " patients")) +
  stat_function(
    fun = natera_aneuploidy,
    color = "red", 
    linewidth = 1
  ) +
  annotate(
      "text",
      x = 25, 
      y = 0.5, 
      label = "McCoy et al. 2015\n(Natera data)\npolynomial fit",
      color = "red",
      size = 3
  ) +
  annotate(
    "text",
    x = 40,
    y = 0.5,
    label = "Logistic regression\n2nd degree polynomial fit",
    color = "darkgoldenrod",
    size = 3,
    hjust = 0
  )
  

add_kb_logo(g3)

```

```{r}
# bar graph with count of embryos by age
rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = n)) +
  geom_col(fill = "#F9E168", alpha = 0.6) +
  geom_text(aes(label = n), vjust = -0.5, size = 3.5, color = "black") +
  scale_y_continuous(breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "Total Embryos Biopsied by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "Count of Embryos"
  )
```

```{r}
# The secondary axis labels will then reverse this transformation.
max_n_value <- max(rates_by_age$n, na.rm = TRUE)

# Create the combined plot
combined_plot <- g1_splines +
  geom_col(aes(y = n / max_n_value, fill = "Count of Embryos"), alpha = 0.6) +

  # Define scales
  scale_x_continuous(
    name = "Patient Age at Retrieval (years)",
    breaks = scales::pretty_breaks(n = 5) # Adjust n for desired number of breaks
  ) +
  scale_y_continuous(
    name = "PGT-A Aneuploidy Rate",
    labels = scales::percent_format(accuracy = 1),
    breaks = scales::pretty_breaks(), 
    limits = c(0,1),
    
    # Secondary Y-axis for Count of Embryos
    sec.axis = sec_axis(
      trans = ~ . * max_n_value, # Inverse transformation to get original 'n' values
      name = "Total Embryos Biopsied",
      breaks = scales::pretty_breaks(n = 5)
    )
  ) +

  # Manual color and fill scales for legend and appearance
  scale_fill_manual(
    values = c(
      "Count of Embryos" = "#353148",        # Fill for geom_col
      "Aneuploidy Rate (SE)" = "#F3E7DA"     # Fill for geom_smooth SE band
    )
  ) +
  scale_color_manual(
    values = c(
      "Aneuploidy Rate (Trend)" = "#F9E168", # Color for geom_smooth line
      "Aneuploidy Rate (Points)" = "#353148" # Color for geom_point
    ),
    # Ensure points are visible in the legend if a line is also present
    guide = guide_legend(override.aes = list(
      linetype = c("solid", "blank"), # Line for trend, no line for points
      shape = c(NA, 16)               # No shape for trend, point shape for points
    ))
  ) +

  # Labels and Title
  labs(
    title = "Aneuploidy Rate and Embryo Count by Patient Age",
    subtitle = "Fresh autologous IVF cycles, KindEMR, April 2023 - July 2025",
    x = "Patient Age at Retrieval (years)"
    # Y-axis labels are set in scale_y_continuous and sec_axis
  ) +
  
  theme(
    legend.position = "none",
  )

# Print the plot
add_kb_logo(combined_plot)
```

```{r}
rates_by_bx_day <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval),
         bx_day = factor(bx_day)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_aneuploid), !is.na(bx_day)) %>%
  group_by(bx_day,patient_age_year_at_retrieval) %>%
  summarise(
    pgta_euploid_rate = mean(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_euploid_total = sum(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_aneuploid_rate = mean(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_total = sum(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_segmental_rate = mean(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_aneuploid_segmental_total = sum(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_triploid_rate = mean(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_triploid_total = sum(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_mosaic_rate = mean(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_total = sum(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_rate = mean(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_total = sum(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_segmental_rate = mean(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_segmental_total = sum(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_low_rate = mean(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_low_total = sum(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_high_rate = mean(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_mosaic_high_total = sum(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_no_dna_detected_rate = mean(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_dna_detected_total = sum(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_result_rate = mean(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_no_result_total = sum(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_clinical_results_undetermined_rate = mean(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_clinical_results_undetermined_total = sum(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_inconclusive_rate = mean(as.numeric(pgta_inconclusive), na.rm = TRUE),
    pgta_inconclusive_total = sum(as.numeric(pgta_inconclusive), na.rm = TRUE),
    n = n()
  )



g_bx_day <- rates_by_bx_day %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_aneuploid_rate)) +
  geom_point(aes(fill = bx_day), alpha = 0.6, shape = 21, size = 2.5) +
  geom_smooth(
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, df = 8), # df=8 for natural cubic spline with 5 internal knots
    aes(weight = n, color = bx_day, fill = bx_day), # Map color and fill to bx_day
    se = TRUE,
    level = 0.95,
    alpha = 0.15 # Adjust alpha for CI band transparency (0.0 to 1.0)
  ) +
  scale_fill_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Yellow, Green, Dark Purple/Blue
  ) +
  scale_color_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Same colors for lines
  ) +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Aneuploidy Rate by Age and Biopsy Day",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "")


g_bx_day %>% add_kb_logo()
```

```{r}
# graph no call rates by age and bx_day
g_nr <- rates_by_bx_day %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_no_result_rate)) +
  geom_point(aes(fill = bx_day), alpha = 0.6, shape = 21, size = 2.5) +
  geom_smooth(
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, df = 8), # df=8 for natural cubic spline with 5 internal knots
    aes(weight = n, color = bx_day, fill = bx_day), # Map color and fill to bx_day
    se = TRUE,
    level = 0.95,
    alpha = 0.15 # Adjust alpha for CI band transparency (0.0 to 1.0)
  ) +
  scale_fill_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Yellow, Green, Dark Purple/Blue
  ) +
  scale_color_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Same colors for lines
  ) +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks(), limits = c(0, 0.06)) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs No Result Rate by Age and Biopsy Day",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "")


g_nr %>% add_kb_logo()
```

No apparent effect of biopsy day or patient age on no call rate

```{r}
# stacked bar chart with count of embryos biopsied by age with bars colored by biopsy day
g_count_by_bx_day <- rates_by_bx_day %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = n, fill = bx_day)) +
  geom_col(position = "stack", alpha = 0.6) +
  geom_text(aes(label = n), position = position_stack(vjust = 0.5), size = 3.5, color = "black") +
  scale_fill_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Yellow, Green, Dark Purple/Blue
  ) +
  scale_y_continuous(breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "Total Embryos Biopsied by Age and Biopsy Day",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "Count of Embryos"
  )


g_count_by_bx_day %>% add_kb_logo()
```

```{r}
# mosaic rates by day
mosaic_rates_by_bx_day <- kb %>%
  mutate(patient_age_year_at_retrieval = floor(patient_age_at_retrieval),
         bx_day = factor(bx_day)) %>%
  filter(patient_age_year_at_retrieval %>% between(15, 50)) %>%
  filter(!is.na(pgta_mosaic), !is.na(bx_day)) %>%
  group_by(bx_day,patient_age_year_at_retrieval) %>%
  summarise(
    pgta_euploid_rate = mean(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_euploid_total = sum(as.numeric(pgta_euploid), na.rm = TRUE),
    pgta_aneuploid_rate = mean(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_total = sum(as.numeric(pgta_aneuploid), na.rm = TRUE),
    pgta_aneuploid_segmental_rate = mean(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_aneuploid_segmental_total = sum(as.numeric(pgta_aneuploid_segmental), na.rm = TRUE),
    pgta_triploid_rate = mean(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_triploid_total = sum(as.numeric(pgta_triploid), na.rm = TRUE),
    pgta_mosaic_rate = mean(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_total = sum(as.numeric(pgta_mosaic), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_rate = mean(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_whole_chromosome_total = sum(as.numeric(pgta_mosaic_whole_chromosome), na.rm = TRUE),
    pgta_mosaic_segmental_rate = mean(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_segmental_total = sum(as.numeric(pgta_mosaic_segmental), na.rm = TRUE),
    pgta_mosaic_low_rate = mean(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_low_total = sum(as.numeric(pgta_mosaic_low), na.rm = TRUE),
    pgta_mosaic_high_rate = mean(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_mosaic_high_total = sum(as.numeric(pgta_mosaic_high), na.rm = TRUE),
    pgta_no_dna_detected_rate = mean(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_dna_detected_total = sum(as.numeric(pgta_no_dna_detected), na.rm = TRUE),
    pgta_no_result_rate = mean(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_no_result_total = sum(as.numeric(pgta_no_result), na.rm = TRUE),
    pgta_clinical_results_undetermined_rate = mean(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_clinical_results_undetermined_total = sum(as.numeric(pgta_clinical_results_undetermined), na.rm = TRUE),
    pgta_inconclusive_rate = mean(as.numeric(pgta_inconclusive), na.rm = TRUE),
    pgta_inconclusive_total = sum(as.numeric(pgta_inconclusive), na.rm = TRUE),
    n = n()
  )


g_mos_day <- mosaic_rates_by_bx_day %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_mosaic_rate)) +
  geom_point(aes(fill = bx_day), alpha = 0.6, shape = 21, size = 2.5) +
  geom_smooth(
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, df = 8), # df=8 for natural cubic spline with 5 internal knots
    aes(weight = n, color = bx_day, fill = bx_day), # Map color and fill to bx_day
    se = TRUE,
    level = 0.95,
    alpha = 0.15 # Adjust alpha for CI band transparency (0.0 to 1.0)
  ) +
  scale_fill_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Yellow, Green, Dark Purple/Blue
  ) +
  scale_color_manual(
    name = "Biopsy Day", 
    values = c("#F9E168", "#91b777", "#353148") # Same colors for lines
  ) +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks(), limits = c(0, 0.06)) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Mosaic Rate by Age and Biopsy Day",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "")

g_mos_day %>% add_kb_logo()
```

```{r}
g_mos <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_mosaic_rate)) +
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, 8), # 5 knots
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Mosaic Rate by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "",
    caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                         rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                         rates_by_age_n$distinct_patients, " patients"))

add_kb_logo(g_mos)
```

```{r}
g_mos_high <- rates_by_age %>% 
  ggplot(aes(x = patient_age_year_at_retrieval, y = pgta_mosaic_high_rate)) +
  geom_smooth (
    method = "glm",
    method.args = list(family = "binomial"),
    formula = y ~ splines::ns(x, 8), # 5 knots
    aes(weight = n),
    se = TRUE,
    level = 0.95,
    color = "#F9E168",
    fill = "#F3E7DA"
  ) +
  geom_point(alpha = 0.6, color = "#353148") +
  scale_y_continuous(labels = scales::percent_format(accuracy = 1), breaks = scales::pretty_breaks()) +
  scale_x_continuous(breaks = scales::pretty_breaks()) +
  labs(
    title = "KindLabs Rate of High-level Mosaics of all Mosaics, by Age",
    subtitle = "Fresh autologous IVF cycles in KindEMR, April 2023 to July 2025",
    x = "Patient Age at Retrieval (years)",
    y = "",
    caption = glue::glue(rates_by_age_n$n, " trophectoderm biopsies, ", 
                         rates_by_age_n$distinct_attempts, " fresh autologous IVF cycles, ",
                         rates_by_age_n$distinct_patients, " patients"))
    # caption = "<br>Mosaic rate is % of embryos with the PGT-A result \"mosaic\" reported, whether <br>
    # high- or low-level. This excludes embryos where aneuploid and mosaic results were <br>
    # reported for the same embryo, where the final result would be \"aneuploid\".</p>"
  # ) + 
  # theme(
  #   plot.caption = element_markdown(hjust = 0)
  #   plot.caption.position
  # )

add_kb_logo(g_mos_high)
```